from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.102 | 0.163 | 0.0 | 0.019 | -1 | 1 | 0.663 | 2.377 | 0.140 | 8.036 | 0.478 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.102 | 0.163 | 0.0 | 0.019 | -1 | 1 | 0.663 | 0.029 | 0.005 | 651.321 | 111.600 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.349 | 0.009 | 0.0 | 0.349 | -1 | 1 | 1.000 | 2.377 | 0.140 | 0.147 | 0.009 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.349 | 0.009 | 0.0 | 0.349 | -1 | 1 | 1.000 | 0.029 | 0.005 | 11.902 | 2.057 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.082 | 0.330 | 0.0 | 0.019 | -1 | 5 | 0.757 | 3.241 | 0.112 | 5.887 | 0.227 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.082 | 0.330 | 0.0 | 0.019 | -1 | 5 | 0.757 | 0.028 | 0.003 | 679.022 | 64.791 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.357 | 0.013 | 0.0 | 0.357 | -1 | 5 | 1.000 | 3.241 | 0.112 | 0.110 | 0.005 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.357 | 0.013 | 0.0 | 0.357 | -1 | 5 | 1.000 | 0.028 | 0.003 | 12.702 | 1.274 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.609 | 0.133 | 0.0 | 0.020 | 1 | 100 | 0.882 | 2.259 | 0.027 | 8.681 | 0.120 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.609 | 0.133 | 0.0 | 0.020 | 1 | 100 | 0.882 | 0.022 | 0.001 | 877.951 | 23.499 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.353 | 0.014 | 0.0 | 0.353 | 1 | 100 | 1.000 | 2.259 | 0.027 | 0.156 | 0.007 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.353 | 0.014 | 0.0 | 0.353 | 1 | 100 | 1.000 | 0.022 | 0.001 | 15.804 | 0.752 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.001 | 0.017 | 0.0 | 0.019 | -1 | 100 | 0.882 | 3.267 | 0.064 | 5.816 | 0.115 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.001 | 0.017 | 0.0 | 0.019 | -1 | 100 | 0.882 | 0.027 | 0.002 | 696.061 | 53.757 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.346 | 0.007 | 0.0 | 0.346 | -1 | 100 | 1.000 | 3.267 | 0.064 | 0.106 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.346 | 0.007 | 0.0 | 0.346 | -1 | 100 | 1.000 | 0.027 | 0.002 | 12.685 | 1.014 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.101 | 0.002 | 0.0 | 0.019 | 1 | 5 | 0.757 | 2.247 | 0.030 | 8.500 | 0.112 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 19.101 | 0.002 | 0.0 | 0.019 | 1 | 5 | 0.757 | 0.022 | 0.002 | 867.183 | 67.801 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.344 | 0.010 | 0.0 | 0.344 | 1 | 5 | 1.000 | 2.247 | 0.030 | 0.153 | 0.005 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.344 | 0.010 | 0.0 | 0.344 | 1 | 5 | 1.000 | 0.022 | 0.002 | 15.635 | 1.307 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.964 | 0.045 | 0.0 | 0.019 | 1 | 1 | 0.663 | 1.355 | 0.011 | 14.000 | 0.123 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.964 | 0.045 | 0.0 | 0.019 | 1 | 1 | 0.663 | 0.024 | 0.004 | 804.866 | 142.226 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.356 | 0.014 | 0.0 | 0.356 | 1 | 1 | 1.000 | 1.355 | 0.011 | 0.263 | 0.011 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.356 | 0.014 | 0.0 | 0.356 | 1 | 1 | 1.000 | 0.024 | 0.004 | 15.096 | 2.732 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.418 | 0.034 | 0.0 | 0.004 | -1 | 1 | 0.896 | 2.111 | 0.080 | 2.093 | 0.081 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.418 | 0.034 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.010 | 0.004 | 444.756 | 160.140 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.296 | 0.011 | 0.0 | 0.296 | -1 | 1 | 1.000 | 2.111 | 0.080 | 0.140 | 0.007 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.296 | 0.011 | 0.0 | 0.296 | -1 | 1 | 1.000 | 0.010 | 0.004 | 29.820 | 10.789 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.458 | 0.041 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.916 | 0.080 | 1.529 | 0.044 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.458 | 0.041 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.011 | 0.003 | 416.628 | 132.769 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.013 | 0.0 | 0.291 | -1 | 5 | 1.000 | 2.916 | 0.080 | 0.100 | 0.005 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.013 | 0.0 | 0.291 | -1 | 5 | 1.000 | 0.011 | 0.003 | 27.162 | 8.734 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.462 | 0.036 | 0.0 | 0.004 | 1 | 100 | 0.929 | 2.030 | 0.033 | 2.198 | 0.040 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.462 | 0.036 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1395.329 | 114.673 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.292 | 0.012 | 0.0 | 0.292 | 1 | 100 | 1.000 | 2.030 | 0.033 | 0.144 | 0.006 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.292 | 0.012 | 0.0 | 0.292 | 1 | 100 | 1.000 | 0.003 | 0.000 | 91.210 | 8.308 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.529 | 0.058 | 0.0 | 0.005 | -1 | 100 | 0.929 | 2.971 | 0.098 | 1.524 | 0.054 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.529 | 0.058 | 0.0 | 0.005 | -1 | 100 | 0.929 | 0.012 | 0.004 | 387.254 | 132.223 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.007 | 0.0 | 0.291 | -1 | 100 | 1.000 | 2.971 | 0.098 | 0.098 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.007 | 0.0 | 0.291 | -1 | 100 | 1.000 | 0.012 | 0.004 | 24.858 | 8.502 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.414 | 0.045 | 0.0 | 0.004 | 1 | 5 | 0.922 | 2.047 | 0.029 | 2.156 | 0.037 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.414 | 0.045 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1431.813 | 86.041 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.007 | 0.0 | 0.291 | 1 | 5 | 1.000 | 2.047 | 0.029 | 0.142 | 0.004 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.007 | 0.0 | 0.291 | 1 | 5 | 1.000 | 0.003 | 0.000 | 94.522 | 6.029 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.440 | 0.032 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.142 | 0.016 | 3.889 | 0.062 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.440 | 0.032 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 1932.338 | 382.374 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.010 | 0.0 | 0.291 | 1 | 1 | 1.000 | 1.142 | 0.016 | 0.255 | 0.010 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.291 | 0.010 | 0.0 | 0.291 | 1 | 1 | 1.000 | 0.002 | 0.000 | 126.539 | 25.403 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 145.746 | 0.000 | 0.0 | 0.146 | -1 | 1 | 0.929 | 0.547 | 0.016 | 266.246 | 7.857 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 145.746 | 0.000 | 0.0 | 0.146 | -1 | 1 | 0.929 | 0.004 | 0.002 | 36778.445 | 18011.103 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.204 | 0.078 | 0.0 | 3.204 | -1 | 1 | 1.000 | 0.547 | 0.016 | 5.852 | 0.224 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.204 | 0.078 | 0.0 | 3.204 | -1 | 1 | 1.000 | 0.004 | 0.002 | 808.420 | 396.388 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 144.760 | 0.000 | 0.0 | 0.145 | -1 | 5 | 0.946 | 1.029 | 0.021 | 140.694 | 2.875 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 144.760 | 0.000 | 0.0 | 0.145 | -1 | 5 | 0.946 | 0.004 | 0.000 | 34437.147 | 3895.732 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.143 | 0.119 | 0.0 | 3.143 | -1 | 5 | 1.000 | 1.029 | 0.021 | 3.055 | 0.132 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.143 | 0.119 | 0.0 | 3.143 | -1 | 5 | 1.000 | 0.004 | 0.000 | 747.679 | 89.221 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 162.295 | 0.000 | 0.0 | 0.162 | 1 | 100 | 0.951 | 6.248 | 0.051 | 25.974 | 0.214 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 162.295 | 0.000 | 0.0 | 0.162 | 1 | 100 | 0.951 | 0.004 | 0.001 | 42524.017 | 8223.555 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.161 | 0.086 | 0.0 | 3.161 | 1 | 100 | 1.000 | 6.248 | 0.051 | 0.506 | 0.014 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.161 | 0.086 | 0.0 | 3.161 | 1 | 100 | 1.000 | 0.004 | 0.001 | 828.340 | 161.759 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 170.348 | 0.000 | 0.0 | 0.170 | -1 | 100 | 0.951 | 3.288 | 0.031 | 51.811 | 0.494 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 170.348 | 0.000 | 0.0 | 0.170 | -1 | 100 | 0.951 | 0.008 | 0.005 | 21062.762 | 13912.185 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.188 | 0.104 | 0.0 | 3.188 | -1 | 100 | 1.000 | 3.288 | 0.031 | 0.970 | 0.033 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.188 | 0.104 | 0.0 | 3.188 | -1 | 100 | 1.000 | 0.008 | 0.005 | 394.227 | 260.708 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 168.187 | 0.000 | 0.0 | 0.168 | 1 | 5 | 0.946 | 1.812 | 0.026 | 92.842 | 1.353 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 168.187 | 0.000 | 0.0 | 0.168 | 1 | 5 | 0.946 | 0.002 | 0.000 | 91756.111 | 18681.177 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.141 | 0.078 | 0.0 | 3.141 | 1 | 5 | 1.000 | 1.812 | 0.026 | 1.734 | 0.050 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.141 | 0.078 | 0.0 | 3.141 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1713.381 | 351.396 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 170.030 | 0.000 | 0.0 | 0.170 | 1 | 1 | 0.929 | 0.966 | 0.021 | 175.964 | 3.743 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 170.030 | 0.000 | 0.0 | 0.170 | 1 | 1 | 0.929 | 0.001 | 0.000 | 138217.145 | 30676.423 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.224 | 0.175 | 0.0 | 3.224 | 1 | 1 | 1.000 | 0.966 | 0.021 | 3.337 | 0.195 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 3.224 | 0.175 | 0.0 | 3.224 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2620.958 | 598.857 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.050 | 0.014 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.032 | 0.005 | 1.571 | 0.492 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.050 | 0.014 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.003 | 0.001 | 14.947 | 5.591 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.032 | 0.005 | 0.192 | 0.029 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.003 | 0.001 | 1.830 | 0.468 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.049 | 0.004 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.035 | 0.009 | 1.402 | 0.372 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.049 | 0.004 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.003 | 0.000 | 16.948 | 2.010 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.035 | 0.009 | 0.175 | 0.044 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.003 | 0.000 | 2.118 | 0.173 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.072 | 0.007 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.048 | 0.010 | 1.495 | 0.337 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.072 | 0.007 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 83.216 | 16.367 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.048 | 0.010 | 0.130 | 0.028 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.001 | 0.000 | 7.260 | 1.314 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.071 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.047 | 0.005 | 1.531 | 0.173 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.071 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.003 | 0.000 | 26.384 | 2.926 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.047 | 0.005 | 0.133 | 0.015 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.003 | 0.000 | 2.286 | 0.246 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.047 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.031 | 0.002 | 1.537 | 0.116 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.047 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 57.446 | 9.906 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.031 | 0.002 | 0.211 | 0.023 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.001 | 0.000 | 7.903 | 1.492 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.047 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.028 | 0.002 | 1.684 | 0.129 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.047 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 56.122 | 14.648 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.028 | 0.002 | 0.227 | 0.017 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.001 | 0.000 | 7.547 | 1.971 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.518 | 0.016 | 300 | 0.002 | 0.001 | 0.824 | 0.165 | 0.006 | 3.136 | 0.149 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.518 | 0.016 | 300 | 0.002 | 0.001 | 0.824 | 0.023 | 0.001 | 22.755 | 1.553 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.432 | 0.013 | 300 | 0.000 | 0.432 | 1.000 | 0.165 | 0.006 | 2.614 | 0.126 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.432 | 0.013 | 300 | 0.000 | 0.432 | 1.000 | 0.023 | 0.001 | 18.964 | 1.302 | See | See |